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AI DOERS · Insights

Playbooks for performance marketing.

Sharp, practical thinking on Meta and Google ads, lead generation, measurement, and AI for local and home-service businesses.

AI Excellence

ChatGPT Just Changed: GPT 5.5 Is Built For Agents, Not Chat

OpenAI shipped GPT 5.5, a model it openly says is not made for chat but for long agentic work like coding, research, and turning messy notes into finished documents, plus a free image tool that turns one graphic into three social formats from a single prompt. Here is what it means for a real business.

May 23, 2026 · 9 min read
AI Excellence

Claude Opus 4.8 Is the Best Model, and Also Proof We Have Plateaued

Claude Opus 4.8 leads most benchmarks for reasoning, computer control, and knowledge work, but reviewers who compared it head to head with 4.7 could not tell the models apart. The real progress has shifted from model releases to the super apps that wrap them.

May 23, 2026 · 9 min read
AI Excellence

Why Tmux On A VPS Is The Real Line Between Vibe Coders And Engineers

Tmux keeps a terminal session alive after you disconnect, so running it on a cheap server lets your AI agents work for hours or days while your laptop is closed. That is the one capability long, unattended automations actually require.

May 23, 2026 · 9 min read
AI Excellence

Nano Banana + Gemini 3: A Four-Step Workflow for UI No Coding Agent Would Design

Coding agents play it safe and every AI website ends up looking the same. An image model like Nano Banana, planned with Gemini 3, produces tilted, glassy, 3D interfaces in about 30 seconds that you can hand off as a buildable spec.

May 23, 2026 · 10 min read
Future of Marketing

Why Andrej Karpathy Joining Anthropic Made One AI Commentator Sad

A single job announcement pulled 24 million views, and that reaction says more about the AI narrative than the move itself. I am Madhuranjan Kumar, and here is how I read it, plus what it means for your business.

May 23, 2026 · 7 min read
Future of Marketing

Docker, Explained Plainly: Why It Fixes the It Runs On My Machine Problem

Docker packages an app and every dependency into one portable container so it runs the same everywhere. Here is what images, Dockerfiles, containers, and Compose actually do, and how a software team should put them to work.

May 23, 2026 · 9 min read
AI Excellence

Claude Code From Beginner to Expert: The Setup That Actually Makes the Difference

Claude Code is the fastest growing AI coding tool for a reason, but most people never customize it. Here is the four part setup, the recommended workflows, and how I would point all of it at a real business.

May 23, 2026 · 9 min read
AI Excellence

Emotional AI Voice, Shopify's AI Builder, and the Week's Biggest AI Releases Explained

This week's AI releases cover voice agents that sound genuinely human, a new Shopify builder powered by reasoning AI, a document digitization breakthrough, and the Claude Opus 4 autonomy story explained clearly.

May 23, 2026 · 9 min read
AI Excellence

How Claude Code Skills Work and How to Build Good Ones

A skill is a saved procedure that turns a repeated task into a reliable one-line command. Here is how skills work and how a law firm could build one.

May 23, 2026 · 10 min read
Search & Video

Build an Autonomous AI Researcher That Writes Content For You

An AI agent can search the web, pick the best sources, summarize them, and draft finished content. Here is how it works and how a moving company could put it to work.

May 23, 2026 · 9 min read
AI Excellence

The Complete Vibe Coding Workflow: Build, Version, and Review Apps Without Code

A step-by-step look at how to use Claude Code, GitHub Desktop, and Code Rabbit together to build custom business apps that are stable, versioned, and professionally reviewed.

May 23, 2026 · 10 min read
AI Excellence

The Complete History of AI From Turing to GPT-4, and Why This Time Is Actually Different

Every AI spring has been followed by a winter. Understanding why the winters happened is the only credible basis for claiming the current moment is different. Here is the full timeline and the argument.

May 23, 2026 · 10 min read
AI Excellence

The Vibe Coding Setup That Runs Several AI Agents in Parallel

The productivity jump is not a single tool, it is orchestrating multiple agents at once and using each to check the others. Here is the workflow and how I would apply it to a SaaS team.

May 23, 2026 · 9 min read
AI Excellence

How AI Quietly Replaced Stack Overflow, and the Lesson Every Business Should Take

Stack Overflow trained the AI models that then hollowed it out. The pattern behind that story is one every business owner should learn to spot before it reaches their own market.

May 23, 2026 · 9 min read
AI Excellence

The Biggest AI Week of 2025 and What It Means for HVAC Contractors Right Now

GPT-5, Claude Opus 4.1, open-weight models, Genie 3, and AI music generation all landed in one week. Here is what the HVAC industry specifically needs to act on.

May 23, 2026 · 9 min read
Future of Marketing

My Five Step System for Making Content Fast With AI

A clip, thread, compose, film, edit workflow turns scattered ideas into finished, on brand videos in a fraction of the usual time.

May 23, 2026 · 9 min read
Future of Marketing

The AI Time-Horizon Chart, And What It Actually Means For Your Business

A single chart now tracks how many hours of expert human work AI can do in one sitting. Here is how I read it for real businesses, without the panic.

May 23, 2026 · 9 min read
AI Excellence

Turn Photos and Video Into Spoken Content With GPT-4 Vision and Text to Speech

How image understanding plus a voice model turns raw clips into narrated videos, and a worked example of an HVAC company using it to explain its work without an editor.

May 23, 2026 · 9 min read
Future of Marketing

Build an AI Community Moderator That Works 24/7

An AI worker that answers your community around the clock, remembers every member, and shares updates on its own. Here is how it works and how a real estate agency would use it.

May 23, 2026 · 9 min read
AI Excellence

Vibe Coding Reached the Phone: Building Real Mobile Apps From a Prompt

Mobile was always the hard part of building software, but a new wave of tools turns a couple of prompts into a working app you can share to a real phone. Here is how it works and how I would use it.

May 23, 2026 · 9 min read
Future of Marketing

AI That Remembers: Continual Learning and the Note-Capture Wave

New research is giving AI a real long term memory, and capture devices turn spoken and handwritten notes into instant records. Together they help a small business stop letting details and follow ups slip.

May 23, 2026 · 9 min read
AI Excellence

Reinforcement Learning, Explained Simply (And What Q* Hype Was Really About)

A plain English walk through of how AI learns from trial and error, why the Q* rumor got everyone excited, and how the same learning loop applies to a real local business.

May 23, 2026 · 9 min read
AI Excellence

5 Simple Claude Code Workflows Every Beginner Should Have

Five repeatable Claude Code workflows, from running several agents together to reviewing pull requests and refactoring big files safely. Here is how each one works and how I would put them to work for a real business.

May 23, 2026 · 9 min read
AI Excellence

GPT-5.2 Is Built for Real Work: Spreadsheets, Reports, and Reliable Tool Use

The new GPT-5.2 focuses less on flashy demos and more on the work a business actually needs: accurate spreadsheets, cleaner reports, sharper visual reasoning, and far more reliable multi-step tool use.

May 23, 2026 · 9 min read
Insights | AI Doers